Overview

Dataset statistics

Number of variables25
Number of observations30000
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory5.7 MiB
Average record size in memory200.0 B

Variable types

NUM22
CAT2
BOOL1

Warnings

BILL_AMT2 is highly correlated with BILL_AMT1 and 1 other fieldsHigh correlation
BILL_AMT1 is highly correlated with BILL_AMT2High correlation
BILL_AMT3 is highly correlated with BILL_AMT2 and 1 other fieldsHigh correlation
BILL_AMT4 is highly correlated with BILL_AMT3 and 2 other fieldsHigh correlation
BILL_AMT5 is highly correlated with BILL_AMT4 and 1 other fieldsHigh correlation
BILL_AMT6 is highly correlated with BILL_AMT4 and 1 other fieldsHigh correlation
PAY_AMT2 is highly skewed (γ1 = 30.45381745) Skewed
ID has unique values Unique
PAY_0 has 14737 (49.1%) zeros Zeros
PAY_2 has 15730 (52.4%) zeros Zeros
PAY_3 has 15764 (52.5%) zeros Zeros
PAY_4 has 16455 (54.9%) zeros Zeros
PAY_5 has 16947 (56.5%) zeros Zeros
PAY_6 has 16286 (54.3%) zeros Zeros
BILL_AMT1 has 2008 (6.7%) zeros Zeros
BILL_AMT2 has 2506 (8.4%) zeros Zeros
BILL_AMT3 has 2870 (9.6%) zeros Zeros
BILL_AMT4 has 3195 (10.7%) zeros Zeros
BILL_AMT5 has 3506 (11.7%) zeros Zeros
BILL_AMT6 has 4020 (13.4%) zeros Zeros
PAY_AMT1 has 5249 (17.5%) zeros Zeros
PAY_AMT2 has 5396 (18.0%) zeros Zeros
PAY_AMT3 has 5968 (19.9%) zeros Zeros
PAY_AMT4 has 6408 (21.4%) zeros Zeros
PAY_AMT5 has 6703 (22.3%) zeros Zeros
PAY_AMT6 has 7173 (23.9%) zeros Zeros

Reproduction

Analysis started2021-06-12 23:56:04.685469
Analysis finished2021-06-12 23:57:31.523667
Duration1 minute and 26.84 seconds
Software versionpandas-profiling v2.9.0
Download configurationconfig.yaml

Variables

ID
Real number (ℝ≥0)

UNIQUE

Distinct30000
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean15000.5
Minimum1
Maximum30000
Zeros0
Zeros (%)0.0%
Memory size234.4 KiB
2021-06-12T17:57:31.619072image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1500.95
Q17500.75
median15000.5
Q322500.25
95-th percentile28500.05
Maximum30000
Range29999
Interquartile range (IQR)14999.5

Descriptive statistics

Standard deviation8660.398374
Coefficient of variation (CV)0.5773406469
Kurtosis-1.2
Mean15000.5
Median Absolute Deviation (MAD)7500
Skewness0
Sum450015000
Variance75002500
MonotocityStrictly increasing
2021-06-12T17:57:31.759665image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
20491< 0.1%
 
27081< 0.1%
 
88811< 0.1%
 
109281< 0.1%
 
211511< 0.1%
 
231981< 0.1%
 
170531< 0.1%
 
191001< 0.1%
 
293391< 0.1%
 
252411< 0.1%
 
Other values (29990)29990> 99.9%
 
ValueCountFrequency (%) 
11< 0.1%
 
21< 0.1%
 
31< 0.1%
 
41< 0.1%
 
51< 0.1%
 
ValueCountFrequency (%) 
300001< 0.1%
 
299991< 0.1%
 
299981< 0.1%
 
299971< 0.1%
 
299961< 0.1%
 

LIMIT_BAL
Real number (ℝ≥0)

Distinct81
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean167484.3227
Minimum10000
Maximum1000000
Zeros0
Zeros (%)0.0%
Memory size234.4 KiB
2021-06-12T17:57:31.931565image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum10000
5-th percentile20000
Q150000
median140000
Q3240000
95-th percentile430000
Maximum1000000
Range990000
Interquartile range (IQR)190000

Descriptive statistics

Standard deviation129747.6616
Coefficient of variation (CV)0.7746854124
Kurtosis0.5362628964
Mean167484.3227
Median Absolute Deviation (MAD)90000
Skewness0.9928669605
Sum5024529680
Variance1.683445568e+10
MonotocityNot monotonic
2021-06-12T17:57:32.161533image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
50000336511.2%
 
2000019766.6%
 
3000016105.4%
 
8000015675.2%
 
20000015285.1%
 
15000011103.7%
 
10000010483.5%
 
1800009953.3%
 
3600008812.9%
 
600008252.8%
 
Other values (71)1509550.3%
 
ValueCountFrequency (%) 
100004931.6%
 
160002< 0.1%
 
2000019766.6%
 
3000016105.4%
 
400002300.8%
 
ValueCountFrequency (%) 
10000001< 0.1%
 
8000002< 0.1%
 
7800002< 0.1%
 
7600001< 0.1%
 
7500004< 0.1%
 

SEX
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size234.4 KiB
2
18112 
1
11888 
ValueCountFrequency (%) 
21811260.4%
 
11188839.6%
 
2021-06-12T17:57:32.336533image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-06-12T17:57:32.446536image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:32.552533image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length1
Median length1
Mean length1
Min length1

EDUCATION
Real number (ℝ≥0)

Distinct7
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.853133333
Minimum0
Maximum6
Zeros14
Zeros (%)< 0.1%
Memory size234.4 KiB
2021-06-12T17:57:32.659565image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q11
median2
Q32
95-th percentile3
Maximum6
Range6
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.7903486597
Coefficient of variation (CV)0.426493143
Kurtosis2.078621603
Mean1.853133333
Median Absolute Deviation (MAD)1
Skewness0.9709720486
Sum55594
Variance0.6246510039
MonotocityNot monotonic
2021-06-12T17:57:32.755533image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%) 
21403046.8%
 
11058535.3%
 
3491716.4%
 
52800.9%
 
41230.4%
 
6510.2%
 
014< 0.1%
 
ValueCountFrequency (%) 
014< 0.1%
 
11058535.3%
 
21403046.8%
 
3491716.4%
 
41230.4%
 
ValueCountFrequency (%) 
6510.2%
 
52800.9%
 
41230.4%
 
3491716.4%
 
21403046.8%
 

MARRIAGE
Categorical

Distinct4
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size234.4 KiB
2
15964 
1
13659 
3
 
323
0
 
54
ValueCountFrequency (%) 
21596453.2%
 
11365945.5%
 
33231.1%
 
0540.2%
 
2021-06-12T17:57:32.898537image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-06-12T17:57:33.360532image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:33.505561image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length1
Median length1
Mean length1
Min length1

AGE
Real number (ℝ≥0)

Distinct56
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean35.4855
Minimum21
Maximum79
Zeros0
Zeros (%)0.0%
Memory size234.4 KiB
2021-06-12T17:57:33.642561image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum21
5-th percentile23
Q128
median34
Q341
95-th percentile53
Maximum79
Range58
Interquartile range (IQR)13

Descriptive statistics

Standard deviation9.217904068
Coefficient of variation (CV)0.2597653709
Kurtosis0.04430337824
Mean35.4855
Median Absolute Deviation (MAD)6
Skewness0.7322458688
Sum1064565
Variance84.96975541
MonotocityNot monotonic
2021-06-12T17:57:33.796539image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
2916055.3%
 
2714774.9%
 
2814094.7%
 
3013954.7%
 
2612564.2%
 
3112174.1%
 
2511864.0%
 
3411623.9%
 
3211583.9%
 
3311463.8%
 
Other values (46)1698956.6%
 
ValueCountFrequency (%) 
21670.2%
 
225601.9%
 
239313.1%
 
2411273.8%
 
2511864.0%
 
ValueCountFrequency (%) 
791< 0.1%
 
753< 0.1%
 
741< 0.1%
 
734< 0.1%
 
723< 0.1%
 

PAY_0
Real number (ℝ)

ZEROS

Distinct11
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.0167
Minimum-2
Maximum8
Zeros14737
Zeros (%)49.1%
Memory size234.4 KiB
2021-06-12T17:57:33.927565image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum-2
5-th percentile-2
Q1-1
median0
Q30
95-th percentile2
Maximum8
Range10
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.123801528
Coefficient of variation (CV)-67.29350467
Kurtosis2.720715042
Mean-0.0167
Median Absolute Deviation (MAD)1
Skewness0.7319749269
Sum-501
Variance1.262929874
MonotocityNot monotonic
2021-06-12T17:57:34.052546image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%) 
01473749.1%
 
-1568619.0%
 
1368812.3%
 
-227599.2%
 
226678.9%
 
33221.1%
 
4760.3%
 
5260.1%
 
8190.1%
 
611< 0.1%
 
ValueCountFrequency (%) 
-227599.2%
 
-1568619.0%
 
01473749.1%
 
1368812.3%
 
226678.9%
 
ValueCountFrequency (%) 
8190.1%
 
79< 0.1%
 
611< 0.1%
 
5260.1%
 
4760.3%
 

PAY_2
Real number (ℝ)

ZEROS

Distinct11
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.1337666667
Minimum-2
Maximum8
Zeros15730
Zeros (%)52.4%
Memory size234.4 KiB
2021-06-12T17:57:34.171566image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum-2
5-th percentile-2
Q1-1
median0
Q30
95-th percentile2
Maximum8
Range10
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.197185973
Coefficient of variation (CV)-8.949807922
Kurtosis1.57041773
Mean-0.1337666667
Median Absolute Deviation (MAD)0
Skewness0.7905650222
Sum-4013
Variance1.433254254
MonotocityNot monotonic
2021-06-12T17:57:34.292533image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%) 
01573052.4%
 
-1605020.2%
 
2392713.1%
 
-2378212.6%
 
33261.1%
 
4990.3%
 
1280.1%
 
5250.1%
 
7200.1%
 
612< 0.1%
 
ValueCountFrequency (%) 
-2378212.6%
 
-1605020.2%
 
01573052.4%
 
1280.1%
 
2392713.1%
 
ValueCountFrequency (%) 
81< 0.1%
 
7200.1%
 
612< 0.1%
 
5250.1%
 
4990.3%
 

PAY_3
Real number (ℝ)

ZEROS

Distinct11
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.1662
Minimum-2
Maximum8
Zeros15764
Zeros (%)52.5%
Memory size234.4 KiB
2021-06-12T17:57:34.428535image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum-2
5-th percentile-2
Q1-1
median0
Q30
95-th percentile2
Maximum8
Range10
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.196867568
Coefficient of variation (CV)-7.201369245
Kurtosis2.084435875
Mean-0.1662
Median Absolute Deviation (MAD)0
Skewness0.8406818269
Sum-4986
Variance1.432491976
MonotocityNot monotonic
2021-06-12T17:57:34.576547image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%) 
01576452.5%
 
-1593819.8%
 
-2408513.6%
 
2381912.7%
 
32400.8%
 
4760.3%
 
7270.1%
 
6230.1%
 
5210.1%
 
14< 0.1%
 
ValueCountFrequency (%) 
-2408513.6%
 
-1593819.8%
 
01576452.5%
 
14< 0.1%
 
2381912.7%
 
ValueCountFrequency (%) 
83< 0.1%
 
7270.1%
 
6230.1%
 
5210.1%
 
4760.3%
 

PAY_4
Real number (ℝ)

ZEROS

Distinct11
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.2206666667
Minimum-2
Maximum8
Zeros16455
Zeros (%)54.9%
Memory size234.4 KiB
2021-06-12T17:57:34.704534image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum-2
5-th percentile-2
Q1-1
median0
Q30
95-th percentile2
Maximum8
Range10
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.169138622
Coefficient of variation (CV)-5.29821128
Kurtosis3.496983496
Mean-0.2206666667
Median Absolute Deviation (MAD)0
Skewness0.9996294133
Sum-6620
Variance1.366885118
MonotocityNot monotonic
2021-06-12T17:57:34.830573image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%) 
01645554.9%
 
-1568719.0%
 
-2434814.5%
 
2315910.5%
 
31800.6%
 
4690.2%
 
7580.2%
 
5350.1%
 
65< 0.1%
 
12< 0.1%
 
ValueCountFrequency (%) 
-2434814.5%
 
-1568719.0%
 
01645554.9%
 
12< 0.1%
 
2315910.5%
 
ValueCountFrequency (%) 
82< 0.1%
 
7580.2%
 
65< 0.1%
 
5350.1%
 
4690.2%
 

PAY_5
Real number (ℝ)

ZEROS

Distinct10
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.2662
Minimum-2
Maximum8
Zeros16947
Zeros (%)56.5%
Memory size234.4 KiB
2021-06-12T17:57:34.955561image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum-2
5-th percentile-2
Q1-1
median0
Q30
95-th percentile2
Maximum8
Range10
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.133187406
Coefficient of variation (CV)-4.256902352
Kurtosis3.989748144
Mean-0.2662
Median Absolute Deviation (MAD)0
Skewness1.008197025
Sum-7986
Variance1.284113697
MonotocityNot monotonic
2021-06-12T17:57:35.079562image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
01694756.5%
 
-1553918.5%
 
-2454615.2%
 
226268.8%
 
31780.6%
 
4840.3%
 
7580.2%
 
5170.1%
 
64< 0.1%
 
81< 0.1%
 
ValueCountFrequency (%) 
-2454615.2%
 
-1553918.5%
 
01694756.5%
 
226268.8%
 
31780.6%
 
ValueCountFrequency (%) 
81< 0.1%
 
7580.2%
 
64< 0.1%
 
5170.1%
 
4840.3%
 

PAY_6
Real number (ℝ)

ZEROS

Distinct10
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.2911
Minimum-2
Maximum8
Zeros16286
Zeros (%)54.3%
Memory size234.4 KiB
2021-06-12T17:57:35.201567image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum-2
5-th percentile-2
Q1-1
median0
Q30
95-th percentile2
Maximum8
Range10
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.149987626
Coefficient of variation (CV)-3.950489954
Kurtosis3.42653413
Mean-0.2911
Median Absolute Deviation (MAD)0
Skewness0.9480293916
Sum-8733
Variance1.322471539
MonotocityNot monotonic
2021-06-12T17:57:35.319532image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
01628654.3%
 
-1574019.1%
 
-2489516.3%
 
227669.2%
 
31840.6%
 
4490.2%
 
7460.2%
 
6190.1%
 
513< 0.1%
 
82< 0.1%
 
ValueCountFrequency (%) 
-2489516.3%
 
-1574019.1%
 
01628654.3%
 
227669.2%
 
31840.6%
 
ValueCountFrequency (%) 
82< 0.1%
 
7460.2%
 
6190.1%
 
513< 0.1%
 
4490.2%
 

BILL_AMT1
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct22723
Distinct (%)75.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean51223.3309
Minimum-165580
Maximum964511
Zeros2008
Zeros (%)6.7%
Memory size234.4 KiB
2021-06-12T17:57:35.487545image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum-165580
5-th percentile0
Q13558.75
median22381.5
Q367091
95-th percentile201203.05
Maximum964511
Range1130091
Interquartile range (IQR)63532.25

Descriptive statistics

Standard deviation73635.86058
Coefficient of variation (CV)1.437545339
Kurtosis9.806289341
Mean51223.3309
Median Absolute Deviation (MAD)21800.5
Skewness2.663861022
Sum1536699927
Variance5422239963
MonotocityNot monotonic
2021-06-12T17:57:35.667532image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
020086.7%
 
3902440.8%
 
780760.3%
 
326720.2%
 
316630.2%
 
2500590.2%
 
396490.2%
 
2400390.1%
 
416290.1%
 
500250.1%
 
Other values (22713)2733691.1%
 
ValueCountFrequency (%) 
-1655801< 0.1%
 
-1549731< 0.1%
 
-153081< 0.1%
 
-143861< 0.1%
 
-115451< 0.1%
 
ValueCountFrequency (%) 
9645111< 0.1%
 
7468141< 0.1%
 
6530621< 0.1%
 
6304581< 0.1%
 
6266481< 0.1%
 

BILL_AMT2
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct22346
Distinct (%)74.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean49179.07517
Minimum-69777
Maximum983931
Zeros2506
Zeros (%)8.4%
Memory size234.4 KiB
2021-06-12T17:57:35.847533image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum-69777
5-th percentile0
Q12984.75
median21200
Q364006.25
95-th percentile194792.2
Maximum983931
Range1053708
Interquartile range (IQR)61021.5

Descriptive statistics

Standard deviation71173.76878
Coefficient of variation (CV)1.447236829
Kurtosis10.30294592
Mean49179.07517
Median Absolute Deviation (MAD)20810
Skewness2.705220853
Sum1475372255
Variance5065705363
MonotocityNot monotonic
2021-06-12T17:57:36.009533image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
025068.4%
 
3902310.8%
 
326750.2%
 
780750.2%
 
316720.2%
 
396510.2%
 
2500510.2%
 
2400420.1%
 
-200290.1%
 
416280.1%
 
Other values (22336)2684089.5%
 
ValueCountFrequency (%) 
-697771< 0.1%
 
-675261< 0.1%
 
-333501< 0.1%
 
-300001< 0.1%
 
-262141< 0.1%
 
ValueCountFrequency (%) 
9839311< 0.1%
 
7439701< 0.1%
 
6715631< 0.1%
 
6467701< 0.1%
 
6244751< 0.1%
 

BILL_AMT3
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct22026
Distinct (%)73.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean47013.1548
Minimum-157264
Maximum1664089
Zeros2870
Zeros (%)9.6%
Memory size234.4 KiB
2021-06-12T17:57:36.175536image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum-157264
5-th percentile0
Q12666.25
median20088.5
Q360164.75
95-th percentile187821.05
Maximum1664089
Range1821353
Interquartile range (IQR)57498.5

Descriptive statistics

Standard deviation69349.38743
Coefficient of variation (CV)1.475106015
Kurtosis19.78325514
Mean47013.1548
Median Absolute Deviation (MAD)19708.5
Skewness3.087830046
Sum1410394644
Variance4809337537
MonotocityNot monotonic
2021-06-12T17:57:36.327536image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
028709.6%
 
3902750.9%
 
780740.2%
 
326630.2%
 
316620.2%
 
396480.2%
 
2500400.1%
 
2400390.1%
 
416290.1%
 
200270.1%
 
Other values (22016)2647388.2%
 
ValueCountFrequency (%) 
-1572641< 0.1%
 
-615061< 0.1%
 
-461271< 0.1%
 
-340411< 0.1%
 
-254431< 0.1%
 
ValueCountFrequency (%) 
16640891< 0.1%
 
8550861< 0.1%
 
6931311< 0.1%
 
6896431< 0.1%
 
6896271< 0.1%
 

BILL_AMT4
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct21548
Distinct (%)71.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean43262.94897
Minimum-170000
Maximum891586
Zeros3195
Zeros (%)10.7%
Memory size234.4 KiB
2021-06-12T17:57:36.517533image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum-170000
5-th percentile0
Q12326.75
median19052
Q354506
95-th percentile174333.35
Maximum891586
Range1061586
Interquartile range (IQR)52179.25

Descriptive statistics

Standard deviation64332.85613
Coefficient of variation (CV)1.487019671
Kurtosis11.30932483
Mean43262.94897
Median Absolute Deviation (MAD)18656
Skewness2.821965291
Sum1297888469
Variance4138716378
MonotocityNot monotonic
2021-06-12T17:57:36.689531image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0319510.7%
 
3902460.8%
 
7801010.3%
 
316680.2%
 
326620.2%
 
396440.1%
 
2400390.1%
 
150390.1%
 
2500340.1%
 
416330.1%
 
Other values (21538)2613987.1%
 
ValueCountFrequency (%) 
-1700001< 0.1%
 
-813341< 0.1%
 
-651671< 0.1%
 
-506161< 0.1%
 
-466271< 0.1%
 
ValueCountFrequency (%) 
8915861< 0.1%
 
7068641< 0.1%
 
6286991< 0.1%
 
6168361< 0.1%
 
5728051< 0.1%
 

BILL_AMT5
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct21010
Distinct (%)70.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean40311.40097
Minimum-81334
Maximum927171
Zeros3506
Zeros (%)11.7%
Memory size234.4 KiB
2021-06-12T17:57:36.872690image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum-81334
5-th percentile0
Q11763
median18104.5
Q350190.5
95-th percentile165794.3
Maximum927171
Range1008505
Interquartile range (IQR)48427.5

Descriptive statistics

Standard deviation60797.15577
Coefficient of variation (CV)1.508187617
Kurtosis12.30588129
Mean40311.40097
Median Absolute Deviation (MAD)17688.5
Skewness2.876379867
Sum1209342029
Variance3696294150
MonotocityNot monotonic
2021-06-12T17:57:37.032702image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0350611.7%
 
3902350.8%
 
780940.3%
 
316790.3%
 
326620.2%
 
150580.2%
 
396470.2%
 
2400390.1%
 
2500370.1%
 
416360.1%
 
Other values (21000)2580786.0%
 
ValueCountFrequency (%) 
-813341< 0.1%
 
-613721< 0.1%
 
-530071< 0.1%
 
-466271< 0.1%
 
-375941< 0.1%
 
ValueCountFrequency (%) 
9271711< 0.1%
 
8235401< 0.1%
 
5870671< 0.1%
 
5517021< 0.1%
 
5478801< 0.1%
 

BILL_AMT6
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct20604
Distinct (%)68.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean38871.7604
Minimum-339603
Maximum961664
Zeros4020
Zeros (%)13.4%
Memory size234.4 KiB
2021-06-12T17:57:37.195699image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum-339603
5-th percentile0
Q11256
median17071
Q349198.25
95-th percentile161912
Maximum961664
Range1301267
Interquartile range (IQR)47942.25

Descriptive statistics

Standard deviation59554.10754
Coefficient of variation (CV)1.53206613
Kurtosis12.27070529
Mean38871.7604
Median Absolute Deviation (MAD)16755
Skewness2.846644576
Sum1166152812
Variance3546691724
MonotocityNot monotonic
2021-06-12T17:57:37.364728image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0402013.4%
 
3902070.7%
 
780860.3%
 
150780.3%
 
316770.3%
 
326560.2%
 
396450.1%
 
416360.1%
 
-18330.1%
 
2400320.1%
 
Other values (20594)2533084.4%
 
ValueCountFrequency (%) 
-3396031< 0.1%
 
-2090511< 0.1%
 
-1509531< 0.1%
 
-946251< 0.1%
 
-738951< 0.1%
 
ValueCountFrequency (%) 
9616641< 0.1%
 
6999441< 0.1%
 
5686381< 0.1%
 
5277111< 0.1%
 
5275661< 0.1%
 

PAY_AMT1
Real number (ℝ≥0)

ZEROS

Distinct7943
Distinct (%)26.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5663.5805
Minimum0
Maximum873552
Zeros5249
Zeros (%)17.5%
Memory size234.4 KiB
2021-06-12T17:57:37.550698image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11000
median2100
Q35006
95-th percentile18428.2
Maximum873552
Range873552
Interquartile range (IQR)4006

Descriptive statistics

Standard deviation16563.28035
Coefficient of variation (CV)2.924524575
Kurtosis415.2547427
Mean5663.5805
Median Absolute Deviation (MAD)1932
Skewness14.66836433
Sum169907415
Variance274342256.1
MonotocityNot monotonic
2021-06-12T17:57:37.691699image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0524917.5%
 
200013634.5%
 
30008913.0%
 
50006982.3%
 
15005071.7%
 
40004261.4%
 
100004011.3%
 
10003651.2%
 
25002981.0%
 
60002941.0%
 
Other values (7933)1950865.0%
 
ValueCountFrequency (%) 
0524917.5%
 
19< 0.1%
 
214< 0.1%
 
3150.1%
 
4180.1%
 
ValueCountFrequency (%) 
8735521< 0.1%
 
5050001< 0.1%
 
4933581< 0.1%
 
4239031< 0.1%
 
4050161< 0.1%
 

PAY_AMT2
Real number (ℝ≥0)

SKEWED
ZEROS

Distinct7899
Distinct (%)26.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5921.1635
Minimum0
Maximum1684259
Zeros5396
Zeros (%)18.0%
Memory size234.4 KiB
2021-06-12T17:57:37.860699image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1833
median2009
Q35000
95-th percentile19004.35
Maximum1684259
Range1684259
Interquartile range (IQR)4167

Descriptive statistics

Standard deviation23040.8704
Coefficient of variation (CV)3.891274139
Kurtosis1641.631911
Mean5921.1635
Median Absolute Deviation (MAD)1991
Skewness30.45381745
Sum177634905
Variance530881708.9
MonotocityNot monotonic
2021-06-12T17:57:38.031727image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0539618.0%
 
200012904.3%
 
30008572.9%
 
50007172.4%
 
10005942.0%
 
15005211.7%
 
40004101.4%
 
100003181.1%
 
60002830.9%
 
25002510.8%
 
Other values (7889)1936364.5%
 
ValueCountFrequency (%) 
0539618.0%
 
1150.1%
 
2200.1%
 
3180.1%
 
411< 0.1%
 
ValueCountFrequency (%) 
16842591< 0.1%
 
12270821< 0.1%
 
12154711< 0.1%
 
10245161< 0.1%
 
5804641< 0.1%
 

PAY_AMT3
Real number (ℝ≥0)

ZEROS

Distinct7518
Distinct (%)25.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5225.6815
Minimum0
Maximum896040
Zeros5968
Zeros (%)19.9%
Memory size234.4 KiB
2021-06-12T17:57:38.209718image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1390
median1800
Q34505
95-th percentile17589.4
Maximum896040
Range896040
Interquartile range (IQR)4115

Descriptive statistics

Standard deviation17606.96147
Coefficient of variation (CV)3.36931393
Kurtosis564.3112295
Mean5225.6815
Median Absolute Deviation (MAD)1795
Skewness17.21663544
Sum156770445
Variance310005092.2
MonotocityNot monotonic
2021-06-12T17:57:38.350699image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0596819.9%
 
200012854.3%
 
100011033.7%
 
30008702.9%
 
50007212.4%
 
15004901.6%
 
40003811.3%
 
100003121.0%
 
12002430.8%
 
60002410.8%
 
Other values (7508)1838661.3%
 
ValueCountFrequency (%) 
0596819.9%
 
113< 0.1%
 
2190.1%
 
314< 0.1%
 
4150.1%
 
ValueCountFrequency (%) 
8960401< 0.1%
 
8890431< 0.1%
 
5082291< 0.1%
 
4175881< 0.1%
 
4009721< 0.1%
 

PAY_AMT4
Real number (ℝ≥0)

ZEROS

Distinct6937
Distinct (%)23.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4826.076867
Minimum0
Maximum621000
Zeros6408
Zeros (%)21.4%
Memory size234.4 KiB
2021-06-12T17:57:38.507699image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1296
median1500
Q34013.25
95-th percentile16014.95
Maximum621000
Range621000
Interquartile range (IQR)3717.25

Descriptive statistics

Standard deviation15666.15974
Coefficient of variation (CV)3.246147995
Kurtosis277.3337677
Mean4826.076867
Median Absolute Deviation (MAD)1500
Skewness12.90498482
Sum144782306
Variance245428561.1
MonotocityNot monotonic
2021-06-12T17:57:38.667699image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0640821.4%
 
100013944.6%
 
200012144.0%
 
30008873.0%
 
50008102.7%
 
15004411.5%
 
40004021.3%
 
100003411.1%
 
25002590.9%
 
5002580.9%
 
Other values (6927)1758658.6%
 
ValueCountFrequency (%) 
0640821.4%
 
1220.1%
 
2220.1%
 
313< 0.1%
 
4200.1%
 
ValueCountFrequency (%) 
6210001< 0.1%
 
5288971< 0.1%
 
4970001< 0.1%
 
4321301< 0.1%
 
4000461< 0.1%
 

PAY_AMT5
Real number (ℝ≥0)

ZEROS

Distinct6897
Distinct (%)23.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4799.387633
Minimum0
Maximum426529
Zeros6703
Zeros (%)22.3%
Memory size234.4 KiB
2021-06-12T17:57:38.827699image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1252.5
median1500
Q34031.5
95-th percentile16000
Maximum426529
Range426529
Interquartile range (IQR)3779

Descriptive statistics

Standard deviation15278.30568
Coefficient of variation (CV)3.183386475
Kurtosis180.0639402
Mean4799.387633
Median Absolute Deviation (MAD)1500
Skewness11.12741705
Sum143981629
Variance233426624.4
MonotocityNot monotonic
2021-06-12T17:57:38.981701image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0670322.3%
 
100013404.5%
 
200013234.4%
 
30009473.2%
 
50008142.7%
 
15004261.4%
 
40004011.3%
 
100003431.1%
 
5002500.8%
 
60002470.8%
 
Other values (6887)1720657.4%
 
ValueCountFrequency (%) 
0670322.3%
 
1210.1%
 
213< 0.1%
 
313< 0.1%
 
412< 0.1%
 
ValueCountFrequency (%) 
4265291< 0.1%
 
4179901< 0.1%
 
3880711< 0.1%
 
3792671< 0.1%
 
3320001< 0.1%
 

PAY_AMT6
Real number (ℝ≥0)

ZEROS

Distinct6939
Distinct (%)23.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5215.502567
Minimum0
Maximum528666
Zeros7173
Zeros (%)23.9%
Memory size234.4 KiB
2021-06-12T17:57:39.146736image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1117.75
median1500
Q34000
95-th percentile17343.8
Maximum528666
Range528666
Interquartile range (IQR)3882.25

Descriptive statistics

Standard deviation17777.46578
Coefficient of variation (CV)3.408581541
Kurtosis167.1614296
Mean5215.502567
Median Absolute Deviation (MAD)1500
Skewness10.64072733
Sum156465077
Variance316038289.4
MonotocityNot monotonic
2021-06-12T17:57:39.303699image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0717323.9%
 
100012994.3%
 
200012954.3%
 
30009143.0%
 
50008082.7%
 
15004391.5%
 
40004111.4%
 
100003561.2%
 
5002470.8%
 
60002200.7%
 
Other values (6929)1683856.1%
 
ValueCountFrequency (%) 
0717323.9%
 
1200.1%
 
29< 0.1%
 
314< 0.1%
 
412< 0.1%
 
ValueCountFrequency (%) 
5286661< 0.1%
 
5271431< 0.1%
 
4430011< 0.1%
 
4220001< 0.1%
 
4035001< 0.1%
 
Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size234.4 KiB
0
23364 
1
6636 
ValueCountFrequency (%) 
02336477.9%
 
1663622.1%
 
2021-06-12T17:57:39.409729image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Interactions

2021-06-12T17:56:15.034223image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:15.237349image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:15.393596image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:15.534225image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:15.706067image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:15.877949image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:16.020665image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:16.176881image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:16.333165image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:16.473789image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:16.645659image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:16.817538image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:16.995221image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:17.182763image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:17.323355image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:17.463981image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:17.620233image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:17.745227image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:17.901473image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:18.057732image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:18.229634image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:18.401495image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:18.557725image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:18.809081image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:18.949666image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:19.136979image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:19.317009image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:19.457977image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:19.598009image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:19.750978image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:19.899977image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:20.039247image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:20.195477image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:20.419685image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:20.591574image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:20.763455image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:20.904098image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:21.044689image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:21.216572image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:21.341591image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:21.529061image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:21.700975image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:21.872816image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:22.029068image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:22.195503image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:22.367422image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:22.508042image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:22.679913image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:22.836132image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:22.992405image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:23.157064image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:23.296224image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:23.436821image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:23.561822image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:56:23.718065image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
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2021-06-12T17:57:25.867352image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:26.007980image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:26.148628image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:26.289256image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:26.445477image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:26.601727image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:26.742350image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:26.867353image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:27.023605image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:27.164222image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:27.289221image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:27.445472image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:27.617345image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:27.773628image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:27.929883image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:28.054857image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:28.195506image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:28.336096image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:28.507975image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:28.648623image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:28.820475image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:28.980030image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:29.122998image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:29.281035image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:29.419001image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:29.580001image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:29.710000image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:29.864031image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:30.010084image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Correlations

2021-06-12T17:57:39.545703image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
2021-06-12T17:57:39.940732image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
2021-06-12T17:57:40.369699image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
2021-06-12T17:57:40.802737image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.
2021-06-12T17:57:41.141699image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

2021-06-12T17:57:30.359621image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-06-12T17:57:31.172091image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Sample

First rows

IDLIMIT_BALSEXEDUCATIONMARRIAGEAGEPAY_0PAY_2PAY_3PAY_4PAY_5PAY_6BILL_AMT1BILL_AMT2BILL_AMT3BILL_AMT4BILL_AMT5BILL_AMT6PAY_AMT1PAY_AMT2PAY_AMT3PAY_AMT4PAY_AMT5PAY_AMT6default payment next month
01200002212422-1-1-2-239133102689000068900001
1212000022226-1200022682172526823272345532610100010001000020001
2390000222340000002923914027135591433114948155491518150010001000100050000
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67500000112290000003679654120234450075426534830034739445500040000380002023913750137700
78100000222230-1-100-111876380601221-1595673806010581168715420
891400002312800200011285140961210812211117933719332904321000100010000
9102000013235-2-2-2-2-1-10000130071391200013007112200

Last rows

IDLIMIT_BALSEXEDUCATIONMARRIAGEAGEPAY_0PAY_2PAY_3PAY_4PAY_5PAY_6BILL_AMT1BILL_AMT2BILL_AMT3BILL_AMT4BILL_AMT5BILL_AMT6PAY_AMT1PAY_AMT2PAY_AMT3PAY_AMT4PAY_AMT5PAY_AMT6default payment next month
29990299911400001214100000013832513714213911013826249675461216000700042281505200020000
2999129992210000121343222222500250025002500250025000000001
29992299931000013143000-2-2-288021040000002000000000
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